{"id":"W4384070670","doi":"10.1139/er-2023-0005","title":"Challenges and opportunities for kitchen waste treatment—a review","year":2023,"lang":"en","type":"article","venue":"Environmental Reviews","topic":"Municipal Solid Waste Management","field":"Environmental Science","cited_by":19,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Incineration; Waste management; Anaerobic digestion; Waste treatment; Environmental science; Process (computing); Mechanical biological treatment; Engineering; Waste collection; Computer science","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0006986238,0.0002774711,0.0004441816,0.00003238439,0.0001190835,0.00001359086,0.0002140188,0.00003959186,0.0004686579],"category_scores_gemma":[0.00002413254,0.0002195652,0.0001477956,0.00006048397,0.0001518511,0.0001598011,0.0003468826,0.00004761503,0.00165645],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001908719,"about_ca_system_score_gemma":0.000001787229,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000008526499,"about_ca_topic_score_gemma":0.00001857538,"domain_scores_codex":[0.998437,0.0001256297,0.000381423,0.0004760977,0.0002082976,0.0003715868],"domain_scores_gemma":[0.9991402,0.00006200158,0.0001352073,0.0004993101,1.334603e-7,0.0001631221],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000004390081,0.00005769093,0.00007086503,0.0002638166,0.00002098705,0.000008576039,0.0002790885,0.0000111751,0.00009864623,0.00005314485,0.02112008,0.9780115],"study_design_scores_gemma":[0.0002604458,0.0001647776,0.0008053808,0.0002904991,0.00008752409,0.000004479004,0.0004152423,0.0003622352,0.00003631209,0.0001260942,0.9972162,0.0002307873],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.02257824,0.8787001,0.00004910859,0.01235754,0.0002500613,0.007395215,0.00004274832,0.0001769042,0.07845011],"genre_scores_gemma":[0.008461995,0.9748167,0.0002302525,0.00127646,0.00005100845,0.0009739416,0.00006966469,0.00003453784,0.01408548],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9777808,"threshold_uncertainty_score":0.9991209,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2155915789737038,"score_gpt":0.3127640296951107,"score_spread":0.09717245072140693,"validation_status":"score_only:v0-immature-baseline","note":"Baseline scores from an immature model (maturity gate not passed). Scores rank; they never assert a category."}}